{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## COCO Entities Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load json file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open('coco_entities_release.json', 'r') as fp:  \n",
    "    coco_entities = json.load(fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Select a sample image-caption pair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image id: 264169\n",
      "caption: a woman in sunglasses riding a horse on a beach\n"
     ]
    }
   ],
   "source": [
    "name_img = 'COCO_train2014_000000264169.jpg'\n",
    "id_img = str(int(name_img.split('_')[-1].split('.')[0]))\n",
    "caption = 'a woman in sunglasses riding a horse on a beach'\n",
    "print('image id:', id_img)\n",
    "print('caption:', caption)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['a', 'woman', 'in', 'sunglasses', 'riding', 'a', 'horse', 'on', 'a', 'beach']\n",
      "['woman', 'woman', None, 'sunglasses', None, 'horse', 'horse', None, 'beach', 'beach']\n"
     ]
    }
   ],
   "source": [
    "print(caption.split(' '))\n",
    "print(coco_entities[id_img][caption]['det_sequences'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "caption: a woman in sunglasses riding a horse on a beach\n",
      "noun chunks:\n",
      "- a woman (det. class: woman)\n",
      "- sunglasses (det. class: sunglasses)\n",
      "- a horse (det. class: horse)\n",
      "- a beach (det. class: beach)\n"
     ]
    }
   ],
   "source": [
    "noun_chunks = coco_entities[id_img][caption]['noun_chunks']\n",
    "print('caption:', caption)\n",
    "print('noun chunks:')\n",
    "for i, nc in enumerate(noun_chunks):\n",
    "    print('- %s (det. class: %s)' % (nc[0], nc[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Restore detection feature vector for a sample detection ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sunglasses detections:\n",
      "- det. id: 38, bbox: [428.93505859375, 97.31204223632812, 460.8602600097656, 118.52891540527344], feat. shape: (2048,)\n",
      "horse detections:\n",
      "- det. id: 0, bbox: [261.8229064941406, 186.00193786621094, 639.07666015625, 426.288330078125], feat. shape: (2048,)\n",
      "- det. id: 33, bbox: [196.29029846191406, 228.68658447265625, 416.9248962402344, 416.4823303222656], feat. shape: (2048,)\n",
      "beach detections:\n",
      "- det. id: 1, bbox: [0.0, 148.80857849121094, 345.5086669921875, 426.288330078125], feat. shape: (2048,)\n",
      "woman detections:\n",
      "- det. id: 9, bbox: [367.285888671875, 176.14706420898438, 493.6888427734375, 394.7856140136719], feat. shape: (2048,)\n",
      "- det. id: 12, bbox: [356.6156921386719, 53.02366256713867, 532.8366088867188, 297.7132873535156], feat. shape: (2048,)\n",
      "- det. id: 18, bbox: [338.1186828613281, 125.9439697265625, 529.4459838867188, 364.9779357910156], feat. shape: (2048,)\n"
     ]
    }
   ],
   "source": [
    "import h5py\n",
    "detections_path = 'datasets/coco/coco_detections.hdf5'  # detection file path\n",
    "f = h5py.File(detections_path, 'r')\n",
    "det_features = f['%s_features' % id_img][()]\n",
    "\n",
    "det_classes = coco_entities[id_img][caption]['detections']\n",
    "for cls in det_classes:\n",
    "    print('%s detections:' % cls)\n",
    "    for det in det_classes[cls]:\n",
    "        det_id = det[0]\n",
    "        bbox = det[1]\n",
    "        features = det_features[det_id]\n",
    "        print('- det. id: %s, bbox: %s, feat. shape: %s' % (det_id, bbox, features.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize detections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "\n",
    "img = cv2.imread('samples/%s' % name_img)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(img)\n",
    "\n",
    "for cls in coco_entities[id_img][caption]['detections']:\n",
    "    for det in coco_entities[id_img][caption]['detections'][cls]:\n",
    "        bbox = det[1]\n",
    "        if bbox[0] == 0:\n",
    "            bbox[0] = 1\n",
    "        if bbox[1] == 0:\n",
    "            bbox[1] = 1\n",
    "        plt.gca().add_patch(plt.Rectangle((bbox[0], bbox[1]), bbox[2] - bbox[0], bbox[3] - bbox[1], \n",
    "                                          fill=False, edgecolor='red', linewidth=2, alpha=0.5))\n",
    "        plt.gca().text(bbox[0], bbox[1] - 2, '%s' % (cls), bbox=dict(facecolor='blue', alpha=0.5), \n",
    "                       fontsize=10, color='white')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
